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07/06/2023
Can Domain Adaptation Improve Accuracy and Fairness of Skin Lesion Classification?
Deep learning-based diagnostic system has demonstrated potential in clas...
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06/27/2023
FBA-Net: Foreground and Background Aware Contrastive Learning for Semi-Supervised Atrium Segmentation
Medical image segmentation of gadolinium enhancement magnetic resonance ...
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07/08/2022
Online Evasion Attacks on Recurrent Models:The Power of Hallucinating the Future
Recurrent models are frequently being used in online tasks such as auton...
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12/07/2020
Learning to Separate Clusters of Adversarial Representations for Robust Adversarial Detection
Although deep neural networks have shown promising performances on vario...
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11/08/2019
Penalty Method for Inversion-Free Deep Bilevel Optimization
Bilevel optimizations are at the center of several important machine lea...
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05/29/2018
K-Beam Subgradient Descent for Minimax Optimization
Minimax optimization plays a key role in adversarial training of machine...
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02/12/2018
Fast Interactive Image Retrieval using large-scale unlabeled data
An interactive image retrieval system learns which images in the databas...
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11/12/2017
Machine vs Machine: Minimax-Optimal Defense Against Adversarial Examples
Recently, researchers have discovered that the state-of-the-art object c...
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02/27/2015